Machine learning predicting and engineering the yield, N content, and specific surface area of biochar derived from pyrolysis of biomass

Highlights Yield, N content, and specific surface area of biochar predicted by machine learning Gradient boosting regression outperformed random forest, with test R2 of 0.81–0.95 Temperature, nitrogen, and ash were top features for predicting the three targets The yield and properties of biochar wer...

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Dettagli Bibliografici
Autori principali: Lijian Leng, Lihong Yang, Xinni Lei, Weijin Zhang, Zejian Ai, Zequn Yang, Hao Zhan, Jianping Yang, Xingzhong Yuan, Haoyi Peng, Hailong Li
Natura: Articolo
Lingua:English
Pubblicazione: Springer 2022-11-01
Serie:Biochar
Soggetti:
Accesso online:https://doi.org/10.1007/s42773-022-00183-w